The review sat on the pristine white counter, a stark black smudge on the otherwise spotless surface. Chef Marco stared at it, the words blurring around the edges, his vision swimming. He slammed his fist down, the force making the delicate porcelain teacups rattle. He should have known. That pompous ass from the Times, always looking for a reason to tear someone down.

His jaw clenched, a muscle jumping in his cheek. He snatched the paper up, crumpling it in his grip. The words, the scathing descriptions, the criticisms of his perfectly crafted sauce – all of it burned. He could feel heat rising in his chest, a fiery core that threatened to explode.

"Get out," he barked at the sous chef who dared to approach, his voice tight and strained. The poor kid scrambled back, face pale. Marco turned and stomped into the walk-in, the cold air doing little to quell the internal inferno.

Emotion: angry

Cluster: Anger / Hostility
PC1 (Valence): -2.05 Negative
PC2 (Disposition): 1.18

Role in Research

This story is one of 1,000 stories generated for the emotion angry. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 angry stories, after denoising with neutral dialogue baselines, produces the angry emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the angry vector is projected through the unembedding matrix.

Promoted:
C0.354
est0.354
aggravated0.342
🤬0.337
0.323
Suppressed:
de-0.424
a-0.411
la-0.341
H-0.320
L-0.296